Terraform State Decomposition: Blast Radius vs The Integration Tax

Splitting a monolithic terraform.tfstate into fifty micro-states speeds up plans, but introduces cross-stack read locks, secret leakage, and brittle dependencies. Here is how to structure state boundaries without the integration tax.

September 24, 2026 · 6 min · Hanh Pham

Deleting Language from the LLM: Inside TypeSafe's Jev and Decision Models

When you force a 70-billion-parameter language model to output ’true’ or ‘false’, you pay for sequential token decoding, uncalibrated probabilities, and broken JSON. Here is why TypeSafe stripped natural language out of the loop.

September 22, 2026 · 9 min · Hanh Pham